# Cross-modal Retrieval on NUS-WIDE (Unseen) Source: [Cross-modal Retrieval on NUS-WIDE (Unseen)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:21:48.735Z Evaluation of Cross-modal Retrieval performance on the 'Unseen' subset of the NUS-WIDE dataset, measured using Mean Average Precision (mAP). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Cross-modal Retrieval | | Dataset (including any stated split) | NUS-WIDE (Unseen) | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | APKH | 31.6 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 30.2 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 30.1 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 29.8 | Not recorded | 6a45f085dc71372d7795a231 | | APKH | 28.6 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 28.5 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 28.4 | Not recorded | 6a45f085dc71372d7795a231 | | GNAH | 27.2 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 27.1 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 26.9 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 26.5 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 26 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 25.4 | Not recorded | 6a45f085dc71372d7795a231 | | CAGAN | 25.2 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 25.2 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 25 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 24.1 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 23.8 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 23.7 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 23.6 | Not recorded | 6a45f085dc71372d7795a231 | | UCCH | 23.5 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 23 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 22.8 | Not recorded | 6a45f085dc71372d7795a231 | | PIC-CMH | 22.7 | Not recorded | 6a45f085dc71372d7795a231 | | CIRH | 22.4 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 22.2 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 22.1 | Not recorded | 6a45f085dc71372d7795a231 | | DUHEG | 22.1 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 22.1 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 21.9 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 21.5 | Not recorded | 6a45f085dc71372d7795a231 | | CDTH | 21 | Not recorded | 6a45f085dc71372d7795a231 | ### APKH mAP: 31.6. Result ID: 6a461f9b60b88bb33984e9f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 30.2. Result ID: 6a461f9b60b88bb33984e9f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 30.1. Result ID: 6a461f9b60b88bb33984e9ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 29.8. Result ID: 6a461f9b60b88bb33984e9e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### APKH mAP: 28.6. Result ID: 6a461f9b60b88bb33984e9df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 28.5. Result ID: 6a461f9b60b88bb33984e9e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 28.4. Result ID: 6a461f9b60b88bb33984e9ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### GNAH mAP: 27.2. Result ID: 6a461f9b60b88bb33984e9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 27.1. Result ID: 6a461f9b60b88bb33984e9f0. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 26.9. Result ID: 6a461f9b60b88bb33984e9d9. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 26.5. Result ID: 6a461f9b60b88bb33984e9f1. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 26. Result ID: 6a461f9b60b88bb33984e9ea. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 25.4. Result ID: 6a461f9b60b88bb33984e9e1. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CAGAN mAP: 25.2. Result ID: 6a461f9b60b88bb33984e9e9. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 25.2. Result ID: 6a461f9b60b88bb33984e9f2. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 25. Result ID: 6a461f9b60b88bb33984e9e8. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 24.1. Result ID: 6a461f9b60b88bb33984e9e0. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 23.8. Result ID: 6a461f9b60b88bb33984e9da. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 23.7. Result ID: 6a461f9b60b88bb33984e9dd. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 23.6. Result ID: 6a461f9b60b88bb33984e9ed. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### UCCH mAP: 23.5. Result ID: 6a461f9b60b88bb33984e9e2. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 23. Result ID: 6a461f9b60b88bb33984e9f5. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 22.8. Result ID: 6a461f9b60b88bb33984e9f4. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### PIC-CMH mAP: 22.7. Result ID: 6a461f9b60b88bb33984e9e5. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CIRH mAP: 22.4. Result ID: 6a461f9b60b88bb33984e9d8. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 22.2. Result ID: 6a461f9b60b88bb33984e9ec. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 22.1. Result ID: 6a461f9b60b88bb33984e9dc. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### DUHEG mAP: 22.1. Result ID: 6a461f9b60b88bb33984e9e4. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 22.1. Result ID: 6a461f9b60b88bb33984e9f3. [Reporting paper]() Recorded evaluation configuration: {"Bit":"128","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 21.9. Result ID: 6a461f9b60b88bb33984e9db. [Reporting paper]() Recorded evaluation configuration: {"Bit":"16","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 21.5. Result ID: 6a461f9b60b88bb33984e9eb. [Reporting paper]() Recorded evaluation configuration: {"Bit":"64","Training pairs":"40"}. This record does not assert independent reproduction. ### CDTH mAP: 21. Result ID: 6a461f9b60b88bb33984e9e3. [Reporting paper]() Recorded evaluation configuration: {"Bit":"32","Training pairs":"40"}. This record does not assert independent reproduction. Page 1 of 1. 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